{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "55b2c699-e04e-4afd-97c9-41287b572028",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2403b4c9-da80-41c1-8760-aee5245ccbf7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fd9c2759030>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array([1, 2, 3, 4, 5])\n",
    "y = np.array([4, 7, 2, 9, 5])  \n",
    "\n",
    "plt.scatter(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "890b7767-05fc-4cfb-a6d5-4f43e675407b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fd9c06e8a00>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x, y)\n",
    "plt.plot(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a8941aeb-c70d-462d-9627-58d6692f01f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'y轴')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x, y, label='散点')\n",
    "plt.plot(x, y, label='连线')\n",
    "plt.title('散点和连线')\n",
    "plt.legend()\n",
    "plt.xlabel('x轴')\n",
    "plt.ylabel('y轴')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "06d0c88c-0f33-4b42-93a2-2b943809def5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 250x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-2*np.pi, 2*np.pi, num=101)\n",
    "\n",
    "plt.figure(figsize=(5, 3), dpi=50)\n",
    "plt.plot(x, np.sin(x), c='green', label='sinx')\n",
    "plt.plot(x, np.cos(x), label='cosx')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c1af6105-f360-4ecd-a4de-363f224a74a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 250x150 with 4 Axes>,\n",
       " array([[<Axes: >, <Axes: >],\n",
       "        [<Axes: >, <Axes: >]], dtype=object))"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOEAAACNCAYAAABBhR1bAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAAexAAAHsQEGxWGGAAALsElEQVR4nO3dT2gT+fsH8Hebki6WIDGswi6kgpc9iAc9iIeiJ3MRbMoWuyhGxaQggrbCsuJJ0AFZk2LWFvoHXBUVymwV6qFGtCx6qWULsqI5yDKgrWJjlw1YtLE834Mkv04yaZIxyafN7/06dSaZhyc8vI2dKZ9PnYgIiEiZetUNEP1/xxASKcYQEinGEBIpxhASKZY3hMlkEpqm4eDBg5lzuq7j0KFDaG9vx3///VeVBik/zqg25A1hKpXC/v37kUwmM+du3LiB33//HR0dHbh9+3ZVGqT8OKPa0JDvBY/HA4/HYzpXV1cHAPB6vXjw4IHptXv37uHevXuYmJjA9u3bK9AqAYBhGBgZGQHAGa1US2dUjLwhtJJKpQAA09PT8Hq9ptd8Ph98Ph+6u7sRiURKKUsl6O7uXvZ1zki9QjPKVlQIR0dH0dTUBL/fj0AgAIfDgb6+PlsNUmVwRqtXwRDeuXPHdHzkyJFK9UI2cUarGx9RECnGEBIpxhASKcYQEinGEBIpxhASKcYQEinGEBIpxhASKcYQEinGEBIpxhASKcYQEinGEBIpxhASKcYQEinGEBIpxhASKcYQEinGEBIpZhnCeDyOn376CW1tbfjrr78AAMFgEEePHkVXV1dVG6T8OKfaYBnCnp4eRKNRDA4O4rfffgMAuFwu1NfXY/PmzVVtkPLjnGqD5ZKHs7Oz+PbbbwEgs8R6erHYffv2Yc+ePdiwYYPpmvTqzoZhVLBdWqrUOXFGK5PlN6HL5cLc3Bz+/fffzJDT3G43Pn/+nHONz+dDJBLBxo0bK9Io5Sp1TpzRymT5TXjixAmEQiF88803aGlpQTweR39/P+bn5/Hdd9/h+++/r3afZIFzqg2WIdy6dSt0XTed6+npqUpDVDzOqTbwEQWRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiRS+DH41GEQqFcODAASwuLla1SbLGOdUGyyUP08ur19fX49SpUxgcHMTjx48xPDyMcDiMR48eYdeuXaZr0qs7j42NVaRRwzAqsmjtaqs7MTGR+bnUOXFG1am7dEZFEQt+v9/088zMjBw7dkxERIaHh+XWrVtWl4mISFdXV97Xvgbr5ta1O6fV/JlrsW5Ry+C73W7Mzs4CAKanp+H1evOG2ufzlfavQJFYN7eu3Tmt5s9ci3XrRESyT05NTUHTtMzy6jt37oSu63j16hWcTmdmByBSi3OqDZYhJKLq4SMKIsUs744WEo/HcfbsWXz69AlnzpzBtm3bEI1G8ezZM8zPz+Pq1avo7e01HTscDlt1L126hOfPn+P9+/e4efMmLly4gBcvXmDNmjXo7e1FY2OjrbrBYBAiApfLlbnLWI5+Ozs7sbi4iKdPn+LcuXN48uRJyf0CX/YbvHz5MuLxOK5duwYA0HUdd+/exYcPHzA0NIT79++bjteuXVuwP86pfHMqx4wAWN8dLSQUCsm7d+8kkUhIIBCQhYUFaW9vFxGRixcvSiwWMx2Pj4/bqisikkqlRETk+PHj8vLlS9E0TUKhkGiaZrtfkS93sILBoAwNDeX0/zX9iogsLCzI4cOHRURs9SsikkgkxDAM2bt3b+Zca2uriIjoui5XrlzJOS7UH+dU3jmVY0Yiee6OFpLeIdbj8SCZTCKRSGQ2qfR6vTnHb9++tVUXABoaGjA+Pg6n04lNmzbh9OnT6O/vx9zcHCYnJ23XjUQiGBgYQCwWw8zMTNn6BYDr16+jo6MDAGz1CwAejwfNzc2mc3V1daYes48L9cc5lXdO5ZgRsMzvhMlkEpqm4eDBg5lzuq7j0KFDmJqagmEYeW+NNzc3F/1IYymrnWcHBgbw5s0bhMNh03vXrVuHVCplu26a2+1GQ0ND2foFgLGxMezevdt2v/mkr0/3OD8/D03T8PPPP2d6Ts+ovb0djY2Nyz7C4JzKP6fsGWUfW8n7O2EqlcL+/ftx4sSJzLkbN27g9u3b+PXXX/Hjjz/ihx9+QEtLCwzDwJYtW9DZ2Qmn04mTJ0/i4cOHpuNiWO08Gw6H0dLSkqkXi8Xw+vVrOBwO7Nixw3bd7B1ts/u3W9flcmH9+vWZ95w/f77kfrONjo6iqakJfr8fgUAADocDfX19SCQS+PPPP/HPP/+gra0NwP/N6I8//sDff/9t6o9zqtyc8s3o48ePpmMrBR9RtLa24s6dOwCAtrY2jIyMYHJyEg8ePMAvv/ySeV/6T6ImJiawffv2kj8EFccwDIyMjJjOcUYri9WMllPS3dHlvlp9Ph98Ph+6u7sRiURKKUsl6O7uXvZ1zki9QjPKVlQI833V0srBGa1eBUOY/m9O2pEjRyrVC9nEGa1u/IsZIsUYQiLFGEIixRhCIsUYQiLFGEIixRhCIsUYQiLFGEIixRhCIsUYQiLFGEIixRhCIsUYQiLFGEIixRhCIsUYQiLFGEIixRhCIsUYQiLFit6zPhgM4ujRo+jq6qpqg5Qf51QbLEOY3v1mcHAws9Gky+VCfX09Nm/eXNUGKT/OqTZYLnmY3kADgGljDgDYt28f9uzZgw0bNpiuSa/ubBhGBdulpUqdE2e0MhW1Z/1Sbrcbnz9/zrnG5/MhEolg48aNFWmUcpU6J85oZbL8JixmYw5Sj3OqDZYh3Lp1K3RdN53r6empSkNUPM6pNvARBZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWIMIZFiDCGRYgwhkWJFL4MfjUYRCoVw4MABLC4uVrVJssY51QbLJQ/Ty6vX19fj1KlTGBwcxOPHjzE8PIxwOIxHjx5h165dpmvSqzuPjY1VpFHDMCqyaO1qqzsxMZH5udQ5cUbVqbt0RkURC36/3/TzzMyMHDt2TEREhoeH5datW1aXiYhIV1dX3te+Buvm1rU7p9X8mWuxblHL4LvdbszOzgIApqen4fV684ba5/OV9q9AkVg3t67dOa3mz1yLdetERLJPTk1NQdO0zPLqO3fuhK7rePXqFZxOZ2YHIFKLc6oNliEkourhIwoixSzvjhYSj8dx9uxZfPr0CWfOnMG2bdsQjUbx7NkzzM/P4+rVq+jt7TUdOxwOW3UvXbqE58+f4/3797h58yYuXLiAFy9eYM2aNejt7UVjY6OtusFgECICl8uVuctYjn47OzuxuLiIp0+f4ty5c3jy5EnJ/QJf9hu8fPky4vE4rl27BgDQdR13797Fhw8fMDQ0hPv375uO165dW7A/zql8cyrHjABY3x0tJBQKybt37ySRSEggEJCFhQVpb28XEZGLFy9KLBYzHY+Pj9uqKyKSSqVEROT48ePy8uVL0TRNQqGQaJpmu1+RL3ewgsGgDA0N5fT/Nf2KiCwsLMjhw4dFRGz1KyKSSCTEMAzZu3dv5lxra6uIiOi6LleuXMk5LtQf51TeOZVjRiJ57o4Wkt4h1uPxIJlMIpFIZDap9Hq9Ocdv3761VRcAGhoaMD4+DqfTiU2bNuH06dPo7+/H3NwcJicnbdeNRCIYGBhALBbDzMxM2foFgOvXr6OjowMAbPULAB6PB83NzaZzdXV1ph6zjwv1xzmVd07lmBFg83fCQrfGm5ubi36ksVxdABgYGMCbN28QDodN7123bh1SqZTtumlutxsNDQ1l6xcAxsbGsHv3btv95pO+Pt1j9nGh/jinys+p1BkBNn8nzN4h1jAMbNmyBZ2dnXA6nTh58iQePnxoOrZTNx6PIxwOo6WlJVMvFovh9evXcDgc2LFjh+262TvaZvdvt67L5cL69esz7zl//nzJ/WYbHR1FU1MT/H4/AoEAHA4H+vr68PHjR9Nxof44p8rNye6MAD6iIFKOjyiIFGMIiRRjCIkUYwiJFGMIiRRjCIkU+x94HmBybM0LoAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 250x150 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-2*np.pi, 2*np.pi, num=101)\n",
    "\n",
    "plt.subplots(2, 2, figsize=(5, 3), dpi=50)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "68f0d2fb-2be8-452d-bdd3-1007e643f7b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 250x150 with 2 Axes>, array([<Axes: >, <Axes: >], dtype=object))"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOEAAACNCAYAAABBhR1bAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAAexAAAHsQEGxWGGAAAIvklEQVR4nO3dX0iT/RsG8EsnK5JRNhUqmkUnHRUkER1IHbXOylKyP2gFbqRFZZ1EFEQ1CpqhpeEf6B8V6UjBDpxRHuSJRUEotaCDgamVpjRKzGXf30G49517ls/26nPrftfnqGfz+XLHxRW5B+4lKaUUiEhMsvQARP/vWEIiYSwhkTCWkEgYS0gkLGoJA4EAXC4XCgsLQ695PB7s378f+fn5+PbtmyEDUnTMKDFELWEwGMTevXsRCARCr927dw+3bt1CQUEBmpqaDBmQomNGiSEl2htWqxVWqzXstaSkJACAzWbD06dPw97zer3wer3o7OzEhg0bZmBUAgC/349Hjx4BYEaz1b8z0iNqCbUEg0EAQG9vL2w2W9h7drsddrsdZWVlKC8vj+VYikFZWdlf32dG8qbKaDJdJWxpaUFqaipyc3NRVFQEk8mE6urquAakmcGM5q4pS9jc3Bx2ffDgwZmaheLEjOY2PqIgEsYSEgljCYmEsYREwlhCImEsIZEwlpBIGEtIJIwlJBLGEhIJYwmJhLGERMJYQiJhLCGRMJaQSBhLSCSMJSQSpllCn8+H3bt3Y8eOHXj16hUA4MyZMygtLcWePXvQ399v6JCkjTklBs0SXr16FZWVlairq8O1a9cAACtXrkRPTw8+f/6M9PR0Q4ckbcwpMWiWcGBgABkZGbBaraGdli0tLWhubkZeXh5aW1sj7vF6vSgrK4Pf75/RgekfsebEjGYnzRJaLBYMDQ1heHgYGRkZf34wORnJyclIT0/H9+/fI+6x2+0oLy/HihUrZnRg+kesOTGj2Ulz29rRo0fhcDgwf/585OTkwOfzYevWrTh06BBGR0dD//UhWcwpMWiWcN26dfB4PGGvrV692pCBSD/mlBj4iIJIGEtIJIwlJBLGEhIJYwmJhLGERMJYQiJhLCGRMJaQSBhLSCSMJSQSxhISCWMJiYSxhETCWEIiYSwhkTCWkEiY7pWH3d3dKCkpwZEjRzR3zJDxmFNi0L3y0O12Y9GiRTCZTDCbzYYOSdqYU2LQvfKwq6sL58+fx9q1a9HU1BRxD9fpGS/WnJjR7KR75aHVaoXJZILFYsGvX78i7uE6PePFmhMzmp10rzzcuXMnCgsLkZSUhBs3bhg9J2lgTokhppWHDofDkKFIH+aUGPiIgkgYS0gkjCUkEsYSEgljCYmEsYREwlhCImEsIZEwlpBIGEtIJIwlJBLGEhIJYwmJhLGERMJYQiJhLCGRMJaQSJjulYcA0N7ejuzsbMOGo79jTolB98rDQCCAxsZGLF++3NABKTrmlBh0rTz8/fs3Tp48ibNnz0Y9iOv0jBdrTsxodtK18rCjowPDw8O4dOkSurq68PDhw4h7uE7PeLHmxIxmJ10rDzMzM9HY2AgA8Pv92LVrl6FDkjbmlBh0rzyc0NzcPJPzUAyYU2LgIwoiYSwhkTCWkEgYS0gkjCUkEsYSEgljCYmEsYREwlhCImEsIZEwlpBIGEtIJIwlJBLGEhIJYwmJhLGERMJYQiJhulceVlRUwOl0Ii8vD2NjY4YOSdqYU2LQvfKwtLQUNTU1WLJkCXp6egwdkrQxp8SguWNmYpUe8GePJQCkpKSgvb0dZrMZq1atirjH6/XC6/VynZ6BYs2JGc1OulYeAkBtbS36+/vhdrs1D+I6PePFmhMzmp10rTz0+Xxwu93IycnBs2fP4HQ6sX79eqNnpUmYU2LQvfLw/fv3hgxE+jGnxMBHFETCWEIiYSwhkTCWkEgYS0gkjCUkEsYSEgljCYmEsYREwlhCImEsIZEwlpBIGEtIJIwlJBLGEhIJYwmJhLGERMJYQiJhuveOVlZWwuFwYN++fRgfHzd0SNLGnBKD5o6ZiX2WycnJOHHiBOrq6tDR0YGGhga43W48f/4cmzdvDrtnYp1ea2vrjAzq9/tnZEvYXDu3s7Mz9OdYc2JGxpz774x0URpyc3PD/tzX16dKSkqUUko1NDSoBw8eaN2mlFLq+PHjUd/7L3hu5Lnx5jSX/86JeK6uvaNpaWkYGBgAAPT29sJms0Uttd1uj+1fAZ14buS58eY0l//OiXhuklJKTX7x9evXcLlcoX2WmzZtgsfjQU9PD8xmc2jlOsliTolBs4REZBw+oiASpvnp6FR8Ph/OnTuHnz9/4vTp08jOzkZlZSW6u7sxMjKC27dvo6qqKuzaZDLFdW5FRQXevn2Lr1+/4v79+7h8+TLevXuHBQsWoKqqCvPmzYvr3OLiYiilYLFYQp8yTse8TqcT4+PjePPmDS5cuIAXL17EPC/w5wterl+/Dp/Phzt37gAAPB4PHj9+jB8/fqC+vh5PnjwJu164cOGU8zGn6ctpOjICoP3p6FQcDof68uWLGhwcVEVFRWpsbEzl5+crpZS6cuWKamtrC7tub2+P61yllAoGg0oppQ4fPqw+fPigXC6XcjgcyuVyxT2vUn8+wSouLlb19fUR8/+XeZVSamxsTB04cEAppeKaVymlBgcHld/vV9u2bQu9tn37dqWUUh6PR928eTPieqr5mNP05jQdGSkV5dPRqUx8JZfVakUgEMDg4GDoW4FsNlvE9adPn+I6F4j8qq9Tp06hpqYGQ0NDePnyZdznlpeXo7a2Fm1tbejr65u2eQHg7t27KCgoAIC45gUAq9WKrKyssNeSkpLCZpx8PdV8zGl6c5qOjIA4fyec6qPxrKws3Y80/nYuEP2rvhYvXoxgMBj3uRPS0tKQkpIybfMCQGtrK7Zs2RL3vNFM3D8x4+TrqeZjTjOfU6wZAXH+Tjj5K7n8fj/WrFkDp9MJs9mMY8eOhb6aa+I6nnO1vuqrra0NHz9+hMlkwsaNG+M+t6amBiMjI1i6dCmWLVsWMX+851osFmRmZoZ+5uLFizHPO1lLSwtSU1ORm5uLoqIimEwmVFdXY3R0NOx6qvmY08zlFG9GAB9REInjIwoiYSwhkTCWkEgYS0gkjCUkEsYSEgn7H62iezeoYpooAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 250x150 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(1, 2, figsize=(5, 3), dpi=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "4f0e581c-f131-4737-9fa3-d20694c1a9c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 250x150 with 2 Axes>, array([<Axes: >, <Axes: >], dtype=object))"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 250x150 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplots(2, 1, figsize=(5, 3), dpi=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "6efc28c0-127b-4baf-ac5b-3e5dd664ae01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fd9bc9c3550>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x150 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(16, 3), dpi=50)\n",
    "ax = axes[0]\n",
    "ax.plot(x, np.sin(x))\n",
    "ax.axhline(0, c='grey', lw=0.2)\n",
    "\n",
    "ax = axes[1]\n",
    "ax.plot(x, np.cos(x))\n",
    "ax.axhline(0, c='grey', lw=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "03be3a07-7e69-43aa-b591-1a147b67ea9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7fd9bc8c5120>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(16, 3), dpi=50)\n",
    "ax.plot(x, np.sin(x))\n",
    "ax.axhline(0, c='grey', lw=0.2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "1e0d3a34-2173-4eaf-86cb-181b625177ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '库存')"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "种类 = np.array(['A', 'B', 'C', 'D'])\n",
    "库存 = np.array([32, 40, 32, 28])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4), dpi=80)\n",
    "ax.bar(种类, 库存, width=0.4, label='月初库存')\n",
    "ax.set_ylim(0, 50)\n",
    "\n",
    "ax.set_xlabel('类别')\n",
    "ax.set_ylabel('库存')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "66d871d5-1fb2-4690-92fd-b6902ac588fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '库存')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "种类 = np.array(['A', 'B', 'C', 'D'])\n",
    "月初库存 = [20, 35, 30, 25]\n",
    "月末库存 = [32, 40, 32, 28]\n",
    "x = np.array([0, 1, 2, 3])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4), dpi=80)\n",
    "ax.bar(x - 0.2, 月初库存, width=0.4, label='月初库存')\n",
    "ax.bar(x + 0.2, 月末库存, width=0.4, label='月初库存')\n",
    "ax.set_xticks(x, 种类)\n",
    "ax.set_ylim(0, 50)\n",
    "ax.legend()\n",
    "ax.axhline(30, c=\"red\")\n",
    "\n",
    "ax.set_xlabel('类别')\n",
    "ax.set_ylabel('库存')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "4e3a631d-630b-4094-a075-775c0cb11a13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "种类 = ['A', 'B', 'C', 'D']\n",
    "月初库存 = [20, 35, 30, 25]\n",
    "月末库存 = [32, 40, 32, 28]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4), dpi=100)\n",
    "cat_axis = np.arange(len(种类))\n",
    "ax.bar(cat_axis - 0.2, 月初库存, width=0.4, label='月初库存')\n",
    "ax.bar(cat_axis + 0.2, 月末库存, width=0.4, label='月末库存')\n",
    "\n",
    "ax.set_xticks(cat_axis, 种类)\n",
    "ax.set_xlabel('类别')\n",
    "ax.set_ylabel('库存')\n",
    "ax.legend(loc='upper right');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "63fb22fd-634c-44f4-8db2-470365a29eb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/r8FlLiMjQ7Vq1VLjP61UkItbUAHA5YZbUOFCcnJydODAAUVHRys0NNTuci7KkSNH/M4pLaqgoMDvsaiXyrKscofbylLW76kwr6Wnp5d50bvRF04BAABUFWUFVEkVElAl2R5QKwohFQAAAMYhpAIAAMA4hFQAAHDZqUKX1FRJFfH7IaQCAIDLRuHtm7KysmyuBGUp/P0Uvd3WxTDiFlQAAADlERwcrNq1a+v48eOSJI/HU2UuFKoKLMtSVlaWjh8/rtq1ays4OPiS90VIBQAAl5WrrrpKknxBFeapXbu27/d0qQipAADgsuJwOBQVFaV69eopLy/P7nJQREhIyK+aQS1ESAUAAJel4ODgCglDMBMXTgEAAMA4hFQAAAAYh5AKAAAA4xBSAQAAYBxCKgAAAIxDSAUAAIBxCKkAAAAwDiEVAAAAxiGkAgAAwDiEVAAAABiHkAoAAADjEFIBAABgHEIqAAAAjOO0u4DKsDO+ryIiIuwuAwAAAJeImVQAAAAYh5AKAAAA4xBSAQAAYBxCKgAAAIxDSAUAAIBxCKkAAAAwDiEVAAAAxiGkAgAAwDiEVAAAABiHkAoAAADjEFIBAABgHEIqAAAAjENIBQAAgHGcdhdQKWY3klwOu6sAAKDqmJZudwWoZphJBQAAgHEIqQAAADAOIRUAAADGIaQCAADAOIRUAAAAGIeQCgAAAOMQUgEAAGAcQioAAACMQ0gFAACAcQipAAAAMA4hFQAAAMYhpAIAAMA4hFQAAAAYh5AKAAAA4xBSAQAAYBxCKgAAAIxDSAUAAIBxCKkAAAAwDiEVAAAAxiGkAgAAwDiEVAAAABiHkAoAAADjEFIBAABgHEIqAAAAjGNUSM3Pz9d///d/q3PnzqpZs6Y8Ho+uvfZarV692u7SAAAAEEBOuwsolJeXp4EDB+pf//qX4uLi1KNHD3m9XiUlJSk/P9/u8gAAABBAxoTUv/zlL/r222+VmJioRo0a+drbt29vY1UAAACwgxEhNTMzU88884yWLFniF1ABAABQPRkRUjdv3qzs7GzddtttF/W+3Nxc5ebm+l5nZGRUdGkAAACwgREh9aeffpLD4VD9+vUv6n2zZ89WfHx8sfa2OQkKsjwVVR4AAEY5OKe/3SUAlc6Iq/s9Ho8sy7romdC4uDilp6f7lpSUlEqqEAAAAIFkREiNjY2VJK1fv/6i3udyuRQREeG3AAAA4PJnREht1qyZ+vTpoyeeeEJnzpyxuxwAAADYzIhzUiXp73//u7p3767OnTtr6tSpiomJUVpamv75z3+qdu3aGjVqlN0lAgAAIECMmEmVpOjoaH3zzTfq2bOnHn/8ccXGxmrgwIFau3atrr76arvLAwAAQAAZM5MqSVFRUVq6dKmWLl1qdykAAACwkTEzqQAAAEAhQioAAACMQ0gFAACAcQipAAAAMA4hFQAAAMYhpAIAAMA4hFQAAAAYh5AKAAAA4xBSAQAAYBxCKgAAAIxDSAUAAIBxCKkAAAAwDiEVAAAAxiGkAgAAwDiEVAAAABiHkAoAAADjEFIBAABgHEIqAAAAjENIBQAAgHGc5d2wd+/ecjgc5d6x2+3W0KFDNWLEiEupCwAAANVYuUPqxYbNxMREPfDAA/r973+vK6644mLrAgAAQDXmsCzLqowd5+fnKyQkRLt371aLFi0q4yOKycjIUK1atdT4TysV5PIE5DMBAAi0g3P6210CcMkK81p6eroiIiJK3a7cM6mF3G53mYf9b775Zr377rvKycmRpIs6RaCi7IzvW+aXBgAAgNkuOqR+//33Za53u92SpBo1auj7779X8+bNL60yAAAAVFsXFVK3bNni97pmzZpq3bq1Nm/erNTUVLlcLoWFhen48eO6+uqrde2111ZosQAAAKgeLiqkdu7cWa1atZJlWTp69Ki6deum999/X3PnztWePXsUGRmprKwsnTx5UsePH9esWbM0fvz4yqodAAAAVdRFhdTg4GDt2rVLkjR06FANGjTIt27SpEkaPny47/WXX36pAQMGEFIBAABw0S7qZv4XcxHUtdde67t4CgAAALgYF33h1Pn27t2r66+/XikpKfrxxx+VlJSk9u3ba8CAAUpNTVWXLl0qqk4AAABUIxf9WNSUlBQdPnxY2dnZqlmzppYsWaLWrVvrhhtu0FVXXaUXX3xRUVFR+t///V998sknlVEzAAAAqriLmkn1eDyKiYlR4f3/8/LyNGHCBNWtW1ddunTR8OHDNWnSJCUmJmrEiBH66quv9NZbbykkJKRSigcAAEDVdMlPnNq9e7datmyprKwsvfXWW4qJidGJEyd04403SpJ++ukntWnTRtu3b1fDhg0rtOjSlPcJBgAAALBHefPaRR/uL/Tb3/5WkrR27VqNHz9eTZs21cCBA33rf/zxR+Xn5+uqq6661I8AAABANVXukLpp0ybddNNNys7OliTfIf+VK1dq/PjxqlWrls6flP3ss8/Uu3dvBQcHV3DJAAAAqOrKHVLbtWsny7I0ePBgeb1eORwOZWVlaePGjZowYYKkX25RZVmWli1bppEjR1ZO1QAAAKjSyh1SQ0NDtXbtWp06dUpvv/22JOmDDz7QnXfeWex8gr/97W8KDQ3V7bffXrHVAgAAoFq4qHNSw8LCtGHDBg0bNkyWZWnNmjUaN26cb71lWXrrrbc0Z84crVy5ssKLBQAAQPVQ7ltQzZo1y+91dna2fvjhB23atElHjx7VwYMHlZWVpSlTpujDDz9U8+bNK7zYcpvdSHKV/+lYAAAA1dK0dLsrKFW5Q2paWprf66ysLEVFRSkjI0PHjx/X6tWrZVmWPB6P8vLyKrxQAAAAVB+XfJ9Uj8ejdu3aad26dXK5XJKkmjVratGiRZoyZYreffdddevWrUKLvRDffbcm11QEM6kAAABls2EmtVLuk3rmzBn17dtXn3/+ucLCwhQbG6snn3zSt97hcOjBBx/U888/r6FDhyonJ+fSvwEAAACqrXKHVK/Xq0GDBqmgoEAdOnSQw+HQ5MmT9eyzz2rfvn2Sfrl36h133KHY2Fi98MILlVM1AAAAqrRyh9SNGzfK6/Vq7dq1CgsLkyQ1atRI3bt3911UVXifVEl65JFH9Oqrr1ZwuQAAAKgOyh1Se/bsqfXr18vtdkv6Zda0f//+evPNN3XmzBm/J0717NlTSUlJSk8396oxAAAAmKncV/cX9dprr0mSBg4cqPDwcHk8Hi1evNi3PiIiQvPnz/ddVAUAAACU1yVf3W8iru4HAAC4CFXl6n4AAAAgEAipAAAAMA4hFQAAAMYhpAIAAMA4hFQAAAAYh5AKAAAA4xBSAQAAYBxCKgAAAIxDSAUAAIBxCKkAAAAwDiEVAAAAxiGkAgAAwDiEVAAAABiHkAoAAADjEFIBAABgHEIqAAAAjGNUSB0xYoQcDoccDodq1Kih6667Tm+//bbdZQEAACDAjAqpktS1a1ft2bNHW7ZsUc+ePXXnnXdq+/btdpcFAACAADIupLrdbjVv3lyxsbFasmSJwsLC9Pnnn9tdFgAAAALIuJB6vvz8fJ09e1b16tWzuxQAAAAEkNPuAkqTkZGhKVOmKDo6WgMHDixxm9zcXOXm5vq9BwAAAJc/40Lq+vXrFRoaqtzcXIWFhenvf/+7QkNDS9x29uzZio+PL9beNidBQZansksFAACGOjinv90l4Fcy7nB/p06dlJSUpK1bt2rRokUaM2aMZs+eXeK2cXFxSk9P9y0pKSkBrhYAAACVwbiZVI/Ho1atWkmS2rVrp9TUVC1ZskRxcXHFtnW5XHK5XIEuEQAAAJXMuJnUogoKChQSEmJ3GQAAAAgg42ZSs7OztXfvXp09e1ZbtmzRwoULNW7cOLvLAgAAQAAZF1I3bdqkFi1ayOl0Kjo6WnFxcfrP//xPu8sCAABAABkVUpcvX67ly5fbXQYAAABsZvw5qQAAAKh+CKkAAAAwDiEVAAAAxiGkAgAAwDiEVAAAABiHkAoAAADjEFIBAABgHEIqAAAAjENIBQAAgHEIqQAAADAOIRUAAADGIaQCAADAOIRUAAAAGIeQCgAAAOMQUgEAAGAcQioAAACMQ0gFAACAcQipAAAAMA4hFQAAAMYhpAIAAMA4hFQAAAAYh5AKAAAA4zjtLqAy7Izvq4iICLvLAAAAwCViJhUAAADGIaQCAADAOIRUAAAAGIeQCgAAAOMQUgEAAGAcQioAAACMQ0gFAACAcQipAAAAMA4hFQAAAMYhpAIAAMA4hFQAAAAYh5AKAAAA4xBSAQAAYBxCKgAAAIzjtLuASjG7keRy2F0FAABVx7R0uytANcNMKgAAAIxDSAUAAIBxCKkAAAAwDiEVAAAAxiGkAgAAwDiEVAAAABiHkAoAAADjEFIBAABgHEIqAAAAjENIBQAAgHEIqQAAADAOIRUAAADGIaQCAADAOIRUAAAAGIeQCgAAAOMQUgEAAGAcQioAAACMQ0gFAACAcQipAAAAMA4hFQAAAMYhpAIAAMA4hFQAAAAYh5AKAAAA4xBSAQAAYByjQmp6errcbrc6duxodykAAACwkVEhddWqVQoPD1diYqKSk5PtLgcAAAA2MSqkrlixQnfddZeaNGmiFStW2F0OAAAAbGJMSD106JA2bNigIUOGaMiQIXr11VdlWVaZ78nNzVVGRobfAgAAgMuf0+4CCr3yyiuqX7++unfvrho1amjRokXauHGjunfvXup7Zs+erfj4+GLtbXMSFGR5KrNcALgoB+f0t7sEALisGDOTumLFCg0ePFhBQUHq1KlTuQ75x8XFKT093bekpKQEqFoAAABUJiNCamJionbv3q1BgwbJ6/UqPz9fgwcP1sqVK5Wbm1vq+1wulyIiIvwWAAAAXP6MONxfOGP6u9/9rti69957T3fccUegSwIAAICNbJ9J9Xq9euONN3T//fcrMTHRb2nRooVeeeUVu0sEAABAgNk+k/rhhx8qNTVVY8eO1fXXX++3btSoUXrqqad06tQpRUZG2lQhAAAAAs32mdQVK1aoTZs2xQKqJN13333Kz8/Xm2++aUNlAAAAsIvtM6llBdCoqCh5vd4AVgMAAAAT2D6TCgAAABRFSAUAAIBxCKkAAAAwDiEVAAAAxiGkAgAAwDiEVAAAABiHkAoAAADjEFIBAABgHEIqAAAAjENIBQAAgHEIqQAAADAOIRUAAADGIaQCAADAOIRUAAAAGIeQCgAAAOMQUgEAAGAcQioAAACMQ0gFAACAcQipAAAAMA4hFQAAAMYhpAIAAMA4hFQAAAAYx2l3AZVhZ3xfRURE2F0GAAAALhEzqQAAADAOIRUAAADGIaQCAADAOIRUAAAAGIeQCgAAAOMQUgEAAGAcQioAAACMQ0gFAACAcQipAAAAMA4hFQAAAMYhpAIAAMA4hFQAAAAYx2l3ARXJsixJUkZGhs2VAAAAoCSFOa0wt5WmSoXUkydPSpIaN25scyUAAAAoy+nTp1WrVq1S11epkBoZGSlJOnz4cJlfurrLyMhQ48aNlZKSooiICLvLMRJ9VD70U/nQT+VDP5UP/XRh9FH52NVPlmXp9OnTatCgQZnbVamQGhR07hTbWrVqMSjLISIign66APqofOin8qGfyod+Kh/66cLoo/Kxo5/KM5nIhVMAAAAwDiEVAAAAxqlSIdXlcumpp56Sy+WyuxSj0U8XRh+VD/1UPvRT+dBP5UM/XRh9VD6m95PDutD1/wAAAECAVamZVAAAAFQNhFQAAAAYh5AKAAAA4xBSAQAAYJwqEVIty1J8fLwaNGigsLAwDR48WCdOnLC7LOO89NJLcjgcfsujjz5qd1nG2LFjh2644QZ99dVXfu1vvfWWWrdurdDQUHXo0EFbt261qUL7ldRHBw4cKDau2rZta2OV9tq2bZtuvvlmeTweXXXVVRo5cqTvkc2S9Nxzzyk6Olput1s33nij9u/fb2O19iirj9avX19sPN122202V2yPN998UzExMfJ4PGrSpIn++te/+j3rnLF0Tln9xHgqbsWKFXI4HHrllVd8bcaOJasKmDt3rhUZGWmtXbvW2rhxo9WqVSvr1ltvtbss48yfP9/q1KmTtWfPHt+Smppqd1m227p1qzVs2DDL7XZbkqwNGzb41m3atMlyOp3W008/bSUlJVmDBg2y6tWrZ50+fdrGigOvrD5KTEy0goKCrOTkZN+4Onz4sI3V2qtLly7WzJkzrW3btlnvvfeeFR0d7ft79Oabb1oul8t6+eWXrW+++cbq3r271bZtWys/P9/mqgOrrD5atWqV1bBhQ7+/U0eOHLG5YntMmzbNev31161t27ZZzz//vBUcHGw999xzlmUxls5XVj8xnvxlZ2dbTZs2tSRZK1assCzL7LF02YfU/Px8q27dutbTTz/ta/vggw8sSdb+/fvtK8xAcXFx1uDBg+0uwzhTp061/vjHP1rr1q0rFsAGDRpkDRgwwPc6LS3Ncrlc1rJly2yo1D5l9dFHH31kRUZG2lidWQ4dOuT3+tVXX7WCgoKszMxM6/rrr7fGjx/vW7dr1y5LkvXZZ58FuEp7ldVHL7zwgtWuXTubKjPbrbfeag0aNMiyLIuxVIbz+4nx5G/KlCnWkCFD/EKqyWPpsj/cv2PHDp04cUL9+vXztfXq1UtBQUHavHmzjZWZ59SpU6pbt67dZRhnxowZWrFiha6++upi69avX+83tmrXrq127dpVu7FVVh8xrvw1adLE73VoaKgKCgr0888/69tvv/UbT61bt1ZUVFS1G0+l9ZHEeCpLQUGBrrjiCsbSBRT2k8R4Ot/27dv1X//1X1q0aJGvzfSxdNmH1MLzJqKjo31tbrdbV155pX788Ue7yjLSyZMnlZCQoJo1a+q6667TvHnzlJeXZ3dZtnM4HCW2p6Wl6eeff/YbW9K5f2Cr29gqrY+kc+Nqz549crvdat68uUaPHq3U1NQAVmcuy7KUkJCgTp066aeffpIkxlMR5/eRx+PRyZMn9emnnyosLEytW7fW5MmTdebMGbvLtFVmZqYSEhK0efNmPfbYYzpw4IAkxlJRRftJEuPp/+Xk5Oiee+7R1KlT1bhxY1+76WPJaXcBv9aZM2cUFBRU7JFeHo9HOTk5NlVlpvj4eE2dOlW5ublat26dnnzySR0/flwLFiywuzQjFf4h83g8fu0ej4cL884zYMAAde7cWUFBQdq2bZueeOIJJSUlaePGjQoODra7PNvk5eVpzJgxWr9+vb788ssyx1N1/VtVtI8kafTo0br77rtVUFCgr7/+Wk8++aT27t2r1atX21ytPUJDQ5Wbm6uaNWvqueee03XXXacNGzZIYiydr6R+khhPhSZMmKArrrhCf/7zn/3aTf+7dNmHVJfLpYKCAnm9Xjmdv3ydnJycYp1e3bVp08b3c6dOnZSfn6+5c+dq/vz5Zc6UVVeF//E5e/asXztjy1+jRo3UqFEjSdL111+va665Rj169NC//vUvdejQwebq7PHDDz/ozjvv1IEDB/T555+rffv22rJliyTGU6GS+kiSrrnmGt82N9xwg2rVqqXhw4crNTVVV155pV3l2iYpKUnp6en65ptvNH78eH333XcaOHCgJMbS+Urqp1mzZjGeJL344ot6++23lZSUpKAg/wPopv87d9kf7m/YsKGkc3/wCuXm5io1NbXE8+fwi3bt2ikzM9Pv9jj4Rd26deVyuZSSkuLXnpKSwtgqQ7t27SRJhw4dsrkSeyQnJ6tTp06KiIjQtm3b1LFjR0m//K1iPJXeRyWp7uOpVatW6tSpk8aOHav58+dr3rx5jKUSlNRP2dnZxbarjuNp5syZOnnypKKjoxUaGqrQ0FBJ0qhRo3TPPfdIMncsXfYhtV27dnK73frkk098bV988YUkqUePHnaVdVnYsmWL6tSpo8jISLtLMVJQUJC6dOniN7bS09O1detW9enTx8bKzFY4Y9i8eXObK7HH3XffrZ49e+r999/3m6lp2LChmjVr5jeekpOT9cMPP1S78VRaH5Vky5YtCgoKKnbOXHXkdDplWZZq1arFWCpDYT/l5+cXW1cdx9Onn36qnTt3KikpybdI58Lrhx9+aPRYuuwP97vdbj3yyCN68skn1aRJE4WHh+tPf/qTRo8eTfgq4rHHHlP//v0VFRWlTz/9VPPmzVN8fHyx6X/8YsKECRo8eLB69Oihzp07a/r06br22mt166232l2aMRYsWKAGDRqobdu22rVrlyZNmqRbbrlFsbGxdpcWcHv27NHWrVs1efLkYjfDvvLKK/XnP/9ZcXFxio2NVXR0tCZMmKDbbrtNv/nNb2yqOPAu1Efz5s1Thw4ddPXVV+uf//ynHn/8cT388MO+q7Wri4yMDD366KP64x//qKioKG3btk2TJk3SXXfdpfDwcMbS/7tQP02dOrXaj6fzT3k4X1RUlK655hqzx5K9d8CqGDk5OdYjjzxiRUREWHXq1LEee+wxKycnx+6yjDNy5EgrMjLS8ng8VmxsrPXyyy/bXZJRDhw4UOweoJZlWc8++6zVoEEDy+12W/3797dSUlJsqtB+JfXR0qVLrYYNG1oul8tq0aKFNXXqVCs7O9vGKu3zxRdfWJJKXJ555hmroKDAeuKJJ6y6deta4eHh1j333GOlpaXZXXZAXaiPpk6datWrV88KDQ212rRpYy1atMjyer12lx1wubm51h/+8Aerfv36VmhoqNWyZUtr5syZvn/bGEvnXKifGE8l03n3STV5LDks67xnrAEAAAAG4DgvAAAAjENIBQAAgHEIqQAAADAOIRUAAADGIaQCAADAOIRUAAAAGIeQCgAAAOMQUgEAAGAcQioA2Gz79u2aM2dOubb9+OOP9cUXX1RyRQBgP0IqANjsyiuv1DPPPKONGzcWW5efny+v1+tbnnrqKW3fvt2vrejCgwQBVAU8FhUAAmjOnDmaMmWKgoLKN0fQqVMnbdq06aI+Y8aMGfrLX/5yKeUBgDGcdhcAANXN8OHDtXz5ct/r0aNH68EHH9QNN9xQ5vseeugheTwe/e1vf6vcAgHAABzuBwAbHTx4UAkJCWrQoEGZ2/373//Wu+++q759+8rpdJa6PPzwwwGqHAAqFyEVAGzQp08fOZ1ORUdHq6CgQI0bNy4WOGNjY33bT548WY8//rhuueWWYueg5uXlafLkyapTp46GDx9u35cCgApESAWAAHM4HFq3bp3+/e9/q27dutq/f7+8Xq+GDh2qI0eO+MJnUlKSJOnFF1/U2rVrFRMTU2xfaWlpGjBggN577z1t2bJF3bp1C/C3AYDKQUgFgADKy8tTjRo1VFBQoFGjRunxxx9X06ZNJUn/+Mc/lJWV5bf9xo0bNW7cOF1xxRUl7m/ZsmXKyMjQ119/rejo6EqvHwAChQunACCAMjMzFR4ertTUVH399df6+uuvNXnyZEnnbjfVvHlz37atWrWSx+NRfHy81qxZo4MHD8rhcJS4X4/H4/t57NixevbZZyv3iwBAJSOkAkAAHT58WLGxsapfv768Xq/fuvDwcO3cuVPNmjXzte3evVstW7bUmjVr1KxZs2L3QF2wYIH27t2r559/PhDlA0DAcLgfAAJo+/btqlu3bolX5mdmZqp58+Z+bW+++abdJQOALZhJBYAA2bdvn5KTkzVgwACNGjWq2PqSZlIBoLpiJhUAAmTWrFm66aabSr0Iqry8Xq/27duntLQ0ff/993K73RVUIQCYg5lUAAgQt9ut6dOn/+r9OBwOdenSRWfOnNGVV16pVatWVUB1AGAWh1X0LHwAQKWwLKvUq/MBAP443A8AAUJABYDyI6QCAADAOIRUAAAAGIeQCgAAAOMQUgEAAGAcQioAAACMQ0gFAACAcQipAAAAMA4hFQAAAMYhpAIAAMA4hFQAAAAY5/8AV43Q2Qc6hscAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4), dpi=100)\n",
    "cat_axis = np.arange(len(种类))\n",
    "ax.barh(cat_axis - 0.2, 月初库存, height=0.4, label='月初库存')\n",
    "ax.barh(cat_axis + 0.2, 月末库存, height=0.4, label='月末库存')\n",
    "\n",
    "ax.set_yticks(cat_axis, 种类)\n",
    "ax.set_ylabel('类别')\n",
    "ax.set_xlabel('库存')\n",
    "ax.legend(loc='upper right');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "177710c1-7028-483c-9f56-2af778f1cd64",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "2fe515c8-4b9d-48b2-a2af-49e4e62608a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "种类 = ['A', 'B', 'C', 'D']\n",
    "库存 = np.array([32, 40, 32, 28])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 3))\n",
    "ax.pie(库存, labels=种类);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "edf6037e-cb8e-4d06-a294-40c046f8c863",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 3))\n",
    "ax.pie(库存, wedgeprops={'width':0.3}, labels=种类);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "da9988dc-b359-44e0-8aec-a06b6561fa9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 3))\n",
    "ax.pie(库存, wedgeprops=dict(width=0.5), labels=种类);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d92116af-189b-4769-8ae6-78dca86b16e9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "af3a89a3-bdb7-4ed5-b995-3a44b48015c0",
   "metadata": {},
   "source": [
    "## 绘制函数曲线\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "37154d65-0be1-4d88-bf7a-d747a9cf7c2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 2*np.pi, 100)\n",
    "y = np.sin(x)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "ax.plot(x, y)\n",
    "ax.set_xlabel('x'); ax.set_ylabel('y');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b6e3a5b-09b2-46d4-99da-8032fb4ef521",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6630ab7a-8bb2-4fcb-8b97-17f38e603cf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'x')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.linspace(0, 2*np.pi, 100)\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 3))\n",
    "\n",
    "ax = axes[0]\n",
    "ax.plot(x, y1)\n",
    "ax.set_title('Sin')\n",
    "ax.set_xlabel('x')\n",
    "ax.set_ylabel('y')\n",
    "\n",
    "\n",
    "ax = axes[1]\n",
    "ax.plot(x, y2)\n",
    "ax.set_title('Cos')\n",
    "ax.set_xlabel('x')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28904e92-2c32-45cf-bfad-538c44434f18",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
